Original research - 3 July 2026

External Data Repository Mirrors 2026

Name: Visa Atlas external data repository mirror manifest
Creator: Visa Atlas
License: https://creativecommons.org/licenses/by/4.0/

Repository-ready export manifests, metadata templates, DOI and accession checklists, and canonical backlink requirements for mirroring original Visa Atlas datasets into external data repositories.

This is the off-site distribution control plane for the open data layer. It separates export readiness from external publication evidence, because third-party repository accounts, DOIs and accessions require manual review before they become public claims.

Mirror manifests

Export or template ready

Public endpoints covered

Manual review lanes

Repository mirror package

This manifest is generated from the public dataset registry, existing offline exporters and manual repository-publication requirements. It describes what is ready to publish and how to validate external mirrors; it does not publish to third-party platforms.

Generate templates

npm run export:repository-mirrors

Publication evidence workflow

npm run seo:repository-mirrors -- repository-mirror-log.jsonl --json

Approved public repository evidence requires status to be published or refreshed, plus repositoryUrl, reviewedAt, reviewedBy, canonicalBacklinkPresent, licensePresent and sourceUrlsPreserved.

Mirror manifests

Hugging Face - high priority
Hugging Face skilled-migration dataset package
Source-linked skilled-migration answer capsules, salary thresholds, processing-time bands and Canada Express Entry draw history, compiled for AI builders and researchers.
export-ready
Canonical URLs
- https://visaatlas.org/data
- https://visaatlas.org/api/public
Source datasets
Export manifest
exports/hf-dataset
npm run export:hf
DOI and accession checklist
- Run npm run export:hf and inspect row counts in the generated README.
- Create or refresh a public Hugging Face dataset repository under a verified Visa Atlas account.
- Set license to CC BY 4.0 and preserve the generated dataset card.
- Confirm each config loads and the card links back to the canonical Visa Atlas pages.
- Record the approved dataset URL in the local repository-mirror evidence log.
Canonical backlink requirements
- Dataset card must link https://visaatlas.org/data as the canonical catalog.
- Dataset card must link https://visaatlas.org/answer-capsules for the answer-capsule source index.
- Dataset card must link https://visaatlas.org/use-our-data for reuse terms.
- Each file description must keep source_url and last_checked or last_verified fields documented.
Export files
- exports/hf-dataset/answer_capsules.jsonl - application/x-ndjson
- exports/hf-dataset/salary_thresholds.jsonl - application/x-ndjson
- exports/hf-dataset/processing_times.jsonl - application/x-ndjson
- exports/hf-dataset/express_entry_draws.jsonl - application/x-ndjson
- exports/hf-dataset/README.md - text/markdown
Publication evidence fields
- mirrorId
- status
- repositoryUrl
- doiOrAccession
- publishedAt
- canonicalBacklinkPresent
- licensePresent
- sourceUrlsPreserved
- approvedForPublication
- reviewedAt
- reviewedBy
Repository metadata and validation
Metadata
Visa Atlas, "Visa Atlas skilled migration data", https://visaatlas.org/data. Version 2026-07-03. CC BY 4.0.
- https://visaatlas.org/answer-capsules
- https://visaatlas.org/salary-thresholds
- https://visaatlas.org/processing-times
- https://visaatlas.org/research/canada-express-entry-draw-tracker
- https://visaatlas.org/use-our-data
Local commands
- npm run export:hf
- npm run export:repository-mirrors
- npm run audit:repository-mirrors
GitHub - high priority
GitHub public API snapshot mirror
Versioned public snapshots of the Visa Atlas open immigration data API, with CC BY 4.0 reuse terms and canonical links back to the source catalog.
template-ready
Canonical URLs
- https://visaatlas.org/data
- https://visaatlas.org/api/public
Source datasets
Export manifest
exports/repository-mirrors
npm run export:repository-mirrors
DOI and accession checklist
- Create a public GitHub data mirror repository owned by Visa Atlas or the site maintainer.
- Commit generated README.md, CITATION.cff and the scheduled workflow template after human review.
- Configure the workflow to fetch only public unauthenticated endpoints; no secrets are required.
- Confirm the mirror README states that https://visaatlas.org/data is canonical.
- Record the approved repository URL in the local repository-mirror evidence log.
Canonical backlink requirements
- README must link the canonical data catalog, API reference and reuse guide.
- CITATION.cff must cite https://visaatlas.org/data as the preferred citation URL.
- Workflow-generated snapshots must not remove source URLs or date fields from JSON payloads.
Export files
- exports/repository-mirrors/manifest.json - application/json
- exports/repository-mirrors/github-data-mirror-workflow.yml - text/yaml
- exports/repository-mirrors/README.md - text/markdown
- exports/repository-mirrors/CITATION.cff - text/yaml
Publication evidence fields
- mirrorId
- status
- repositoryUrl
- doiOrAccession
- publishedAt
- canonicalBacklinkPresent
- licensePresent
- sourceUrlsPreserved
- approvedForPublication
- reviewedAt
- reviewedBy
Repository metadata and validation
Metadata
Visa Atlas, "Visa Atlas public immigration data mirror", https://visaatlas.org/data. Version 2026-07-03. CC BY 4.0.
- https://visaatlas.org/api/public
- https://visaatlas.org/api
- https://visaatlas.org/ai-agents
- https://visaatlas.org/use-our-data
Local commands
- npm run export:repository-mirrors
- npm run audit:data-front-door
- npm run audit:repository-mirrors
Zenodo - high priority
Zenodo DOI package for the skilled migration cost index
Sourced route-level cost-to-complete models for skilled migration, separating mandatory sunk costs from refundable proof-of-funds exposure.
template-ready
Canonical URLs
- https://visaatlas.org/research/skilled-migration-cost-index-2026
- https://visaatlas.org/api/public/cost-to-complete
Source datasets
Export manifest
exports/repository-mirrors
npm run export:repository-mirrors
DOI and accession checklist
- Generate the DataCite metadata template with npm run export:repository-mirrors.
- Attach the cost-to-complete JSON and a reviewed PDF or archive of the cost-index report.
- Set resource type to Dataset and license to CC BY 4.0.
- Link the canonical report URL and the cost-to-complete endpoint in related identifiers.
- After Zenodo mints a DOI, record the approved DOI and repository URL locally before adding it to public pages.
Canonical backlink requirements
- Zenodo metadata must include https://visaatlas.org/research/skilled-migration-cost-index-2026.
- Zenodo description must link https://visaatlas.org/api/public/cost-to-complete.
- The DOI must not replace the Visa Atlas canonical page as the source of current figures.
Export files
- exports/repository-mirrors/datacite-skilled-migration-cost-index.json - application/json
- exports/repository-mirrors/README.md - text/markdown
Publication evidence fields
- mirrorId
- status
- repositoryUrl
- doiOrAccession
- publishedAt
- canonicalBacklinkPresent
- licensePresent
- sourceUrlsPreserved
- approvedForPublication
- reviewedAt
- reviewedBy
Repository metadata and validation
Metadata
Visa Atlas, "Visa Atlas skilled migration cost index", https://visaatlas.org/research/skilled-migration-cost-index-2026. Version 2026-07-03. CC BY 4.0.
- https://visaatlas.org/cost-to-complete
- https://visaatlas.org/api/public/cost-to-complete
- https://visaatlas.org/api/public/fees
- https://visaatlas.org/use-our-data
Local commands
- npm run export:repository-mirrors
- npm run audit:repository-mirrors
Kaggle - medium priority
Kaggle Express Entry and salary-threshold package
Machine-readable Canada Express Entry draw history and skilled-migration salary thresholds with source URLs and review dates.
template-ready
Canonical URLs
- https://visaatlas.org/research/canada-express-entry-draw-tracker
- https://visaatlas.org/api/public/express-entry-draws
Source datasets
Export manifest
exports/repository-mirrors
npm run export:repository-mirrors
DOI and accession checklist
- Run npm run export:hf to generate CSV files and inspect row counts.
- Generate kaggle-metadata.json with npm run export:repository-mirrors.
- Create or refresh the Kaggle dataset manually under an approved account.
- Preserve CC BY 4.0, source_url fields and canonical Visa Atlas links in the dataset description.
- Record the approved Kaggle URL in the local repository-mirror evidence log.
Canonical backlink requirements
- Kaggle dataset description must link the Express Entry draw tracker and /use-our-data.
- Notebook examples must cite the source_url fields, not only the Kaggle copy.
- CSV uploads must preserve last_verified or last_checked fields.
Export files
- exports/repository-mirrors/kaggle-metadata.json - application/json
- exports/hf-dataset/express_entry_draws.csv - text/csv
- exports/hf-dataset/salary_thresholds.csv - text/csv
Publication evidence fields
- mirrorId
- status
- repositoryUrl
- doiOrAccession
- publishedAt
- canonicalBacklinkPresent
- licensePresent
- sourceUrlsPreserved
- approvedForPublication
- reviewedAt
- reviewedBy
Repository metadata and validation
Metadata
Visa Atlas, "Visa Atlas Canada Express Entry draws and skilled salary thresholds", https://visaatlas.org/research/canada-express-entry-draw-tracker. Version 2026-07-03. CC BY 4.0.
- https://visaatlas.org/research/canada-express-entry-category-tracker
- https://visaatlas.org/api/public/express-entry-draws
- https://visaatlas.org/api/public/salary-thresholds
Local commands
- npm run export:hf
- npm run export:repository-mirrors
- npm run audit:repository-mirrors
Google Dataset Search - high priority
Google Dataset Search crawl surface
Crawlable Dataset JSON-LD and DataDownload metadata for the Visa Atlas public immigration data catalog.
crawl-ready
Canonical URLs
- https://visaatlas.org/data
- https://visaatlas.org/api/public
Source datasets
Export manifest
live site
NEXT_PUBLIC_SITE_URL=https://visaatlas.org npm run build
DOI and accession checklist
- Build with NEXT_PUBLIC_SITE_URL=https://visaatlas.org so absolute Dataset JSON-LD URLs are production URLs.
- Run npm run audit:rendered-seo after build.
- Confirm /data, /api/public and research dataset pages are in the sitemap.
- Use Search Console URL inspection or a rich-results tester manually before release sign-off.
Canonical backlink requirements
- Dataset JSON-LD url fields must point to the canonical Visa Atlas page.
- DataDownload contentUrl fields must point to the matching public JSON endpoint.
- LLM discovery files must include the data catalog and high-value dataset endpoints.
Export files
- /data - text/html
- /sitemap.xml - application/xml
- /api/public - application/json
Publication evidence fields
- mirrorId
- status
- repositoryUrl
- doiOrAccession
- publishedAt
- canonicalBacklinkPresent
- licensePresent
- sourceUrlsPreserved
- approvedForPublication
- reviewedAt
- reviewedBy
Repository metadata and validation
Metadata
Visa Atlas, "Visa Atlas open immigration data catalog", https://visaatlas.org/data. Version 2026-07-03. CC BY 4.0.
- https://visaatlas.org/api/public
- https://visaatlas.org/research
- https://visaatlas.org/llms.txt
- https://visaatlas.org/llms-full.txt
Local commands
- NEXT_PUBLIC_SITE_URL=https://visaatlas.org npm run build
- npm run audit:rendered-seo
- npm run audit:repository-mirrors
Wikidata - medium priority
Wikidata source-reference package
Human-reviewed Wikidata QuickStatements draft for source-backed salary-threshold and Express Entry references. The export never invents QIDs or property mappings.
manual-review
Canonical URLs
- https://visaatlas.org/data
- https://visaatlas.org/api/public
Source datasets
- /api/public/salary-thresholds
- /api/public/express-entry-draws
Export manifest
exports/wikidata
npm run export:wikidata
DOI and accession checklist
- Run npm run export:wikidata and review every generated block.
- Remove any assertion that is not independently notable or cannot be mapped to existing Wikidata entities.
- Fill QIDs and property mappings manually against live Wikidata.
- Dry-run QuickStatements before importing under a human account.
- Record only approved public item URLs or reference URLs in the local evidence log.
Canonical backlink requirements
- Any Wikidata reference to Visa Atlas must link the canonical page or public endpoint used.
- Primary government source URLs must remain attached where the statement concerns government figures.
- No generated placeholder QID or TODO line may be imported.
Export files
- exports/wikidata/quickstatements.txt - text/plain
Publication evidence fields
- mirrorId
- status
- repositoryUrl
- doiOrAccession
- publishedAt
- canonicalBacklinkPresent
- licensePresent
- sourceUrlsPreserved
- approvedForPublication
- reviewedAt
- reviewedBy
Repository metadata and validation
Metadata
Visa Atlas, "Visa Atlas Wikidata source-reference draft", https://visaatlas.org/data. Version 2026-07-03. CC BY 4.0.
- https://visaatlas.org/salary-thresholds
- https://visaatlas.org/research/canada-express-entry-draw-tracker
- https://visaatlas.org/api/public/salary-thresholds
Local commands
- npm run export:wikidata
- npm run export:repository-mirrors
- npm run audit:repository-mirrors

Methodology and limits

Repository account credentials, unpublished repository URLs, reviewer notes, rejected submissions and unapproved accession evidence stay local. Public rollups may include approved repository URLs, DOI/accession strings and boolean checks only after status is published or refreshed and repositoryUrl, reviewedAt, reviewedBy, canonicalBacklinkPresent, licensePresent and sourceUrlsPreserved are present.

This manifest proves export readiness and repository metadata coverage; it does not prove that third-party repositories have accepted, indexed or ranked the dataset.
External mirror publication requires human account access, repository policy review and a manual publication step.
Mirrors must preserve Visa Atlas canonical URLs and the linked government source URLs; they are distribution copies, not issuing authorities.
External mirrors can improve citation reach and AI retriever recall, but they do not guarantee backlinks, rankings, traffic, citations or market share.

Cite or reuse this dataset

This mirror manifest is free to reuse under CC BY 4.0. Cite the JSON endpoint for machine-readable repository templates and this report for methodology, publication evidence rules and caveats.

Suggested citation

Visa Atlas, "Visa Atlas external data repository mirror manifest", https://visaatlas.org/research/external-data-repository-mirrors-2026. Last verified 3 July 2026.

Page: https://visaatlas.org/research/external-data-repository-mirrors-2026
JSON endpoint: https://visaatlas.org/api/public/external-repository-mirrors

Primary sources (40)

External Data Repository Mirrors 2026

Repository-ready export manifests, metadata templates, DOI and accession checklists, and canonical backlink requirements for mirroring original Visa Atlas datasets into external data repositories.

Repository mirror package

Generate templates

npm run export:repository-mirrors

Publication evidence workflow

npm run seo:repository-mirrors -- repository-mirror-log.jsonl --json

Mirror manifests

Hugging Face - high priority

Hugging Face skilled-migration dataset package

Source-linked skilled-migration answer capsules, salary thresholds, processing-time bands and Canada Express Entry draw history, compiled for AI builders and researchers.

export-ready

Canonical URLs

Source datasets

Export manifest

exports/hf-dataset

npm run export:hf

DOI and accession checklist

Run npm run export:hf and inspect row counts in the generated README.
Create or refresh a public Hugging Face dataset repository under a verified Visa Atlas account.
Set license to CC BY 4.0 and preserve the generated dataset card.
Confirm each config loads and the card links back to the canonical Visa Atlas pages.
Record the approved dataset URL in the local repository-mirror evidence log.

Canonical backlink requirements

Dataset card must link https://visaatlas.org/data as the canonical catalog.
Dataset card must link https://visaatlas.org/answer-capsules for the answer-capsule source index.
Dataset card must link https://visaatlas.org/use-our-data for reuse terms.
Each file description must keep source_url and last_checked or last_verified fields documented.

Export files

exports/hf-dataset/answer_capsules.jsonl - application/x-ndjson
exports/hf-dataset/salary_thresholds.jsonl - application/x-ndjson
exports/hf-dataset/processing_times.jsonl - application/x-ndjson
exports/hf-dataset/express_entry_draws.jsonl - application/x-ndjson
exports/hf-dataset/README.md - text/markdown

Publication evidence fields

mirrorId
status
repositoryUrl
doiOrAccession
publishedAt
canonicalBacklinkPresent
licensePresent
sourceUrlsPreserved
approvedForPublication
reviewedAt
reviewedBy

Repository metadata and validation

Metadata

Visa Atlas, "Visa Atlas skilled migration data", https://visaatlas.org/data. Version 2026-07-03. CC BY 4.0.

https://visaatlas.org/answer-capsules
https://visaatlas.org/salary-thresholds
https://visaatlas.org/processing-times
https://visaatlas.org/research/canada-express-entry-draw-tracker
https://visaatlas.org/use-our-data

Local commands

npm run export:hf
npm run export:repository-mirrors
npm run audit:repository-mirrors

GitHub - high priority

GitHub public API snapshot mirror

Versioned public snapshots of the Visa Atlas open immigration data API, with CC BY 4.0 reuse terms and canonical links back to the source catalog.

template-ready

Canonical URLs

Source datasets

Export manifest

exports/repository-mirrors

npm run export:repository-mirrors

DOI and accession checklist

Create a public GitHub data mirror repository owned by Visa Atlas or the site maintainer.
Commit generated README.md, CITATION.cff and the scheduled workflow template after human review.
Configure the workflow to fetch only public unauthenticated endpoints; no secrets are required.
Confirm the mirror README states that https://visaatlas.org/data is canonical.
Record the approved repository URL in the local repository-mirror evidence log.

Canonical backlink requirements

README must link the canonical data catalog, API reference and reuse guide.
CITATION.cff must cite https://visaatlas.org/data as the preferred citation URL.
Workflow-generated snapshots must not remove source URLs or date fields from JSON payloads.

Export files

exports/repository-mirrors/manifest.json - application/json
exports/repository-mirrors/github-data-mirror-workflow.yml - text/yaml
exports/repository-mirrors/README.md - text/markdown
exports/repository-mirrors/CITATION.cff - text/yaml

Publication evidence fields

mirrorId
status
repositoryUrl
doiOrAccession
publishedAt
canonicalBacklinkPresent
licensePresent
sourceUrlsPreserved
approvedForPublication
reviewedAt
reviewedBy

Repository metadata and validation

Metadata

Visa Atlas, "Visa Atlas public immigration data mirror", https://visaatlas.org/data. Version 2026-07-03. CC BY 4.0.

https://visaatlas.org/api/public
https://visaatlas.org/api
https://visaatlas.org/ai-agents
https://visaatlas.org/use-our-data

Local commands

npm run export:repository-mirrors
npm run audit:data-front-door
npm run audit:repository-mirrors

Zenodo - high priority

Zenodo DOI package for the skilled migration cost index

Sourced route-level cost-to-complete models for skilled migration, separating mandatory sunk costs from refundable proof-of-funds exposure.

template-ready

Canonical URLs

Source datasets

Export manifest

exports/repository-mirrors

npm run export:repository-mirrors

DOI and accession checklist

Generate the DataCite metadata template with npm run export:repository-mirrors.
Attach the cost-to-complete JSON and a reviewed PDF or archive of the cost-index report.
Set resource type to Dataset and license to CC BY 4.0.
Link the canonical report URL and the cost-to-complete endpoint in related identifiers.
After Zenodo mints a DOI, record the approved DOI and repository URL locally before adding it to public pages.

Canonical backlink requirements

Zenodo metadata must include https://visaatlas.org/research/skilled-migration-cost-index-2026.
Zenodo description must link https://visaatlas.org/api/public/cost-to-complete.
The DOI must not replace the Visa Atlas canonical page as the source of current figures.

Export files

exports/repository-mirrors/datacite-skilled-migration-cost-index.json - application/json
exports/repository-mirrors/README.md - text/markdown

Publication evidence fields

mirrorId
status
repositoryUrl
doiOrAccession
publishedAt
canonicalBacklinkPresent
licensePresent
sourceUrlsPreserved
approvedForPublication
reviewedAt
reviewedBy

Repository metadata and validation

Metadata

Visa Atlas, "Visa Atlas skilled migration cost index", https://visaatlas.org/research/skilled-migration-cost-index-2026. Version 2026-07-03. CC BY 4.0.

https://visaatlas.org/cost-to-complete
https://visaatlas.org/api/public/cost-to-complete
https://visaatlas.org/api/public/fees
https://visaatlas.org/use-our-data

Local commands

npm run export:repository-mirrors
npm run audit:repository-mirrors

Kaggle - medium priority

Kaggle Express Entry and salary-threshold package

Machine-readable Canada Express Entry draw history and skilled-migration salary thresholds with source URLs and review dates.

template-ready

Canonical URLs

Source datasets

Export manifest

exports/repository-mirrors

npm run export:repository-mirrors

DOI and accession checklist

Run npm run export:hf to generate CSV files and inspect row counts.
Generate kaggle-metadata.json with npm run export:repository-mirrors.
Create or refresh the Kaggle dataset manually under an approved account.
Preserve CC BY 4.0, source_url fields and canonical Visa Atlas links in the dataset description.
Record the approved Kaggle URL in the local repository-mirror evidence log.

Canonical backlink requirements

Kaggle dataset description must link the Express Entry draw tracker and /use-our-data.
Notebook examples must cite the source_url fields, not only the Kaggle copy.
CSV uploads must preserve last_verified or last_checked fields.

Export files

exports/repository-mirrors/kaggle-metadata.json - application/json
exports/hf-dataset/express_entry_draws.csv - text/csv
exports/hf-dataset/salary_thresholds.csv - text/csv

Publication evidence fields

mirrorId
status
repositoryUrl
doiOrAccession
publishedAt
canonicalBacklinkPresent
licensePresent
sourceUrlsPreserved
approvedForPublication
reviewedAt
reviewedBy

Repository metadata and validation

Metadata

Visa Atlas, "Visa Atlas Canada Express Entry draws and skilled salary thresholds", https://visaatlas.org/research/canada-express-entry-draw-tracker. Version 2026-07-03. CC BY 4.0.

https://visaatlas.org/research/canada-express-entry-category-tracker
https://visaatlas.org/api/public/express-entry-draws
https://visaatlas.org/api/public/salary-thresholds

Local commands

npm run export:hf
npm run export:repository-mirrors
npm run audit:repository-mirrors

Google Dataset Search - high priority

Google Dataset Search crawl surface

Crawlable Dataset JSON-LD and DataDownload metadata for the Visa Atlas public immigration data catalog.

crawl-ready

Canonical URLs

Source datasets

Export manifest

live site

NEXT_PUBLIC_SITE_URL=https://visaatlas.org npm run build

DOI and accession checklist

Build with NEXT_PUBLIC_SITE_URL=https://visaatlas.org so absolute Dataset JSON-LD URLs are production URLs.
Run npm run audit:rendered-seo after build.
Confirm /data, /api/public and research dataset pages are in the sitemap.
Use Search Console URL inspection or a rich-results tester manually before release sign-off.

Canonical backlink requirements

Dataset JSON-LD url fields must point to the canonical Visa Atlas page.
DataDownload contentUrl fields must point to the matching public JSON endpoint.
LLM discovery files must include the data catalog and high-value dataset endpoints.

Export files

/data - text/html
/sitemap.xml - application/xml
/api/public - application/json

Publication evidence fields

mirrorId
status
repositoryUrl
doiOrAccession
publishedAt
canonicalBacklinkPresent
licensePresent
sourceUrlsPreserved
approvedForPublication
reviewedAt
reviewedBy

Repository metadata and validation

Metadata

Visa Atlas, "Visa Atlas open immigration data catalog", https://visaatlas.org/data. Version 2026-07-03. CC BY 4.0.

https://visaatlas.org/api/public
https://visaatlas.org/research
https://visaatlas.org/llms.txt
https://visaatlas.org/llms-full.txt

Local commands

NEXT_PUBLIC_SITE_URL=https://visaatlas.org npm run build
npm run audit:rendered-seo
npm run audit:repository-mirrors

Wikidata - medium priority

Wikidata source-reference package

Human-reviewed Wikidata QuickStatements draft for source-backed salary-threshold and Express Entry references. The export never invents QIDs or property mappings.

manual-review

Canonical URLs

Source datasets

Export manifest

exports/wikidata

npm run export:wikidata

DOI and accession checklist

Run npm run export:wikidata and review every generated block.
Remove any assertion that is not independently notable or cannot be mapped to existing Wikidata entities.
Fill QIDs and property mappings manually against live Wikidata.
Dry-run QuickStatements before importing under a human account.
Record only approved public item URLs or reference URLs in the local evidence log.

Canonical backlink requirements

Any Wikidata reference to Visa Atlas must link the canonical page or public endpoint used.
Primary government source URLs must remain attached where the statement concerns government figures.
No generated placeholder QID or TODO line may be imported.

Export files

exports/wikidata/quickstatements.txt - text/plain

Publication evidence fields

mirrorId
status
repositoryUrl
doiOrAccession
publishedAt
canonicalBacklinkPresent
licensePresent
sourceUrlsPreserved
approvedForPublication
reviewedAt
reviewedBy

Repository metadata and validation

Metadata

Visa Atlas, "Visa Atlas Wikidata source-reference draft", https://visaatlas.org/data. Version 2026-07-03. CC BY 4.0.

https://visaatlas.org/salary-thresholds
https://visaatlas.org/research/canada-express-entry-draw-tracker
https://visaatlas.org/api/public/salary-thresholds

Local commands

npm run export:wikidata
npm run export:repository-mirrors
npm run audit:repository-mirrors

Methodology and limits

This manifest proves export readiness and repository metadata coverage; it does not prove that third-party repositories have accepted, indexed or ranked the dataset.

External mirror publication requires human account access, repository policy review and a manual publication step.

Mirrors must preserve Visa Atlas canonical URLs and the linked government source URLs; they are distribution copies, not issuing authorities.

External mirrors can improve citation reach and AI retriever recall, but they do not guarantee backlinks, rankings, traffic, citations or market share.